{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3743f450",
   "metadata": {},
   "outputs": [],
   "source": [
    "# !wget https://raw.githubusercontent.com/mesolitica/malaysian-dataset/refs/heads/master/llm-instruction/malaysian-sft/malaysian_sft.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f47fd6e4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "files = {\n",
    "    'prepare-Animal-Sound-Instructions.json': 3,\n",
    "    'prepare-AudioSet-Audio-Adversarial-Instructions.json': 1,\n",
    "    'prepare-AudioSet-Audio-Instructions.json': 1,\n",
    "    'prepare-Cantonese-Radio-Description-Instructions.json': 1,\n",
    "    'prepare-Classification-Speech-Adversarial-Instructions.json': 1,\n",
    "    'prepare-Classification-Speech-Instructions.json': 3,\n",
    "    'prepare-CoVoST2-Instruction.json': 1,\n",
    "    'prepare-CompA-R-Instructions.json': 1,\n",
    "    'prepare-Malaysian-Speech-Description-Timestamp-Instructions.json': 1,\n",
    "    'prepare-MusicBench-Instructions.json': 2,\n",
    "    'prepare-Sampling-Multitask-National-Speech-Corpus-v1.json': 1,\n",
    "    'prepare-Speaker-Diarization-Instructions.json': 4,\n",
    "    'prepare-Speech-Translation-Instructions.json': 2,\n",
    "    'prepare-Transcription-Instructions.json': 1,\n",
    "    'prepare-Zeroshot-Audio-Classification-Instructions.json': 1,\n",
    "    'prepare-Emilia-Mandarin-Description-Instructions.json': 1,\n",
    "}\n",
    "\n",
    "len(files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e1f4668b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3/dist-packages/scipy/__init__.py:146: UserWarning: A NumPy version >=1.17.3 and <1.25.0 is required for this version of SciPy (detected version 1.26.4\n",
      "  warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-06-09 14:51:05,628] [INFO] [real_accelerator.py:239:get_accelerator] Setting ds_accelerator to cuda (auto detect)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/bin/ld: cannot find -laio: No such file or directory\n",
      "collect2: error: ld returned 1 exit status\n",
      "/usr/bin/ld: cannot find -laio: No such file or directory\n",
      "collect2: error: ld returned 1 exit status\n"
     ]
    }
   ],
   "source": [
    "import librosa\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import pandas as pd\n",
    "from datasets import Audio\n",
    "from peft import LoraConfig, get_peft_model\n",
    "from transformers import AutoTokenizer, AddedToken, AutoProcessor\n",
    "from transformers import AddedToken\n",
    "from streaming import MDSWriter\n",
    "from streaming.base.format.mds.encodings import Encoding, _encodings\n",
    "from streaming import LocalDataset\n",
    "from malaysian_sft import post_accept\n",
    "import streaming\n",
    "import numpy as np\n",
    "from tqdm import tqdm\n",
    "from glob import glob\n",
    "import os\n",
    "import json\n",
    "import math\n",
    "from multiprocess import Pool\n",
    "import itertools\n",
    "\n",
    "def chunks(l, n):\n",
    "    for i in range(0, len(l), n):\n",
    "        yield (l[i: i + n], i // n)\n",
    "\n",
    "def multiprocessing(strings, function, cores=6, returned=True):\n",
    "    df_split = chunks(strings, len(strings) // cores)\n",
    "    pool = Pool(cores)\n",
    "    pooled = pool.map(function, df_split)\n",
    "    pool.close()\n",
    "    pool.join()\n",
    "\n",
    "    if returned:\n",
    "        return list(itertools.chain(*pooled))\n",
    "\n",
    "class UInt32(Encoding):\n",
    "    def encode(self, obj) -> bytes:\n",
    "        return obj.tobytes()\n",
    "\n",
    "    def decode(self, data: bytes):\n",
    "        return np.frombuffer(data, np.uint32)\n",
    "\n",
    "_encodings['uint32'] = UInt32\n",
    "\n",
    "columns = {\n",
    "    'input_ids': 'uint32',\n",
    "    'position_ids': 'uint32',\n",
    "    'attention_mask': 'uint32',\n",
    "    'audio': 'str',\n",
    "    'text': 'str'\n",
    "}\n",
    "hashes = 'sha1', 'xxh64'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9e90c1b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "audio_class = Audio(sampling_rate=16000)\n",
    "tokenizer = AutoTokenizer.from_pretrained(\"mesolitica/Malaysian-Qwen2.5-7B-Instruct\")\n",
    "audio_token = \"<|AUDIO|>\"\n",
    "audio_bos_token = \"<|audio_bos|>\"\n",
    "audio_eos_token = \"<|audio_eos|>\"\n",
    "new_tokens = [AddedToken(audio_token), AddedToken(audio_bos_token), AddedToken(audio_eos_token)]\n",
    "tokenizer.add_tokens(new_tokens)\n",
    "audio_token_id = tokenizer.vocab[audio_token]\n",
    "pad_token_id = tokenizer.pad_token_id\n",
    "torch_dtype = torch.bfloat16\n",
    "min_dtype = torch.finfo(torch_dtype).min\n",
    "sequence_length = 8192"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2eabf393",
   "metadata": {},
   "outputs": [],
   "source": [
    "processor = AutoProcessor.from_pretrained('openai/whisper-large-v3')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "05383e32",
   "metadata": {},
   "outputs": [],
   "source": [
    "include_mandarin = ['covost2', 'translation', 'transcription', 'cantonese', 'mandarin']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "72319ffa",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prepare-Animal-Sound-Instructions.json 3 28313 {'text': \"<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|audio_eos|>\\ncan you describe about the sound that animal makes<|im_end|>\\n<|im_start|>assistant\\nCertainly! Here's a description for the 13-second audio clip based on the provided information:\\n\\n---\\n\\n**Scientific Name:** Copiphora colombiae  \\n**Common Name:** Copiphora colombiae  \\n**Class:** Insecta  \\n\\nIn this 13-second audio clip, you can hear the unique and subtle sounds produced by **Copiphora colombiae**, a species of insect native to Colombia. The sounds are likely a combination of stridulation—where the insect rubs its body parts together to create sound—or possibly the movement of wings or other appendages. These sounds are often used for communication, such as attracting mates or warning off predators. The environment in which **Copiphora colombiae** lives might also influence the quality of the sound, with ambient forest noises blending in the background. This species is a fascinating example of the diverse and intricate world of insect communication.\\n\\n---\\n\\nFeel free to adjust any part of this description if you have additional details or specific aspects you'd like to highlight!<|im_end|>\\n\", 'audio': 'birdclef-2025/CSA18794.mp3'} True \n",
      "\n",
      "prepare-AudioSet-Audio-Adversarial-Instructions.json 1 312883 {'text': '<|im_start|>system\\nyou are an assistant to classify an audio, only reply Yes / No only.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|audio_eos|>\\nis there any bell sound in the audio<|im_end|>\\n<|im_start|>assistant\\nYes<|im_end|>\\n', 'audio': 'AudioSet-Audio-Instructions-audio/500k_part1_nonspeech-00000-of-00009-0.mp3'} True \n",
      "\n",
      "prepare-AudioSet-Audio-Instructions.json 1 312883 {'text': \"<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|audio_eos|>\\nWhat are the key elements you hear in the audio?<|im_end|>\\n<|im_start|>assistant\\nThe audio you've provided features the clear and resonant sound of a bell. It has a distinct ringing tone that echoes with a pleasant and often soothing quality.<|im_end|>\\n\", 'audio': 'AudioSet-Audio-Instructions-audio/500k_part1_nonspeech-00000-of-00009-0.mp3'} True \n",
      "\n",
      "prepare-Cantonese-Radio-Description-Instructions.json 1 338813 {'text': '<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|audio_eos|>\\nexplain about the audio<|im_end|>\\n<|im_start|>assistant\\nThe speaker provides a rapid, detailed financial update in a manner typical of stock market reporting or financial news broadcasts. Here’s a breakdown:\\n\\n1. **Stock Prices and Movements**:\\n   - **China Ping An (中國平安)**: 81 points, down by 2.5 points.\\n   - **Gold Mining (五號紙金礦業)**: 124 points, down by 9 points.\\n   - **Hong Kong Exchanges and Clearing (港交所)**: 446 points, down by 11 points.\\n   - **JD Group (京東集團)**: 272.2 points, down by 15 points.\\n   - **Kuaishou (快手)**: 224 points, down by 15 points.\\n   - **US Dollar (美元)**: 8 points, down against other currencies.\\n\\n2. **Tone and Style**:\\n   - The delivery is concise and fast-paced, typical of financial news where information needs to be conveyed quickly and efficiently.\\n   - The use of specific numbers and precise movements (e.g., \"跌九號港交所四百四十四個六，跌十一個\") ensures clarity and accuracy, which is crucial in financial reporting.\\n\\n3. **Context**:\\n   - This type of reporting is often heard on financial news channels, stock market updates, or trading floors where real-time information is vital.\\n   - The speaker is likely addressing an audience that is well-versed in financial markets and understands the significance of these movements.\\n\\nOverall, the tone is professional and straightforward, with a focus on delivering accurate and timely financial data. The rapid-fire delivery and detailed information suggest a high level of expertise and a need for immediate action or awareness among the listeners.<|im_end|>\\n', 'audio': 'cantonese-radio-mp3-16k/rthk2_20210511_1300-1500_77.mp3'} False \n",
      "\n",
      "prepare-Classification-Speech-Adversarial-Instructions.json 1 69947 {'text': '<|im_start|>system\\nyou are an assistant to classify an audio, only reply Yes / No only.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|audio_eos|>\\ndoes the speaker contain emotion disgusted<|im_end|>\\n<|im_start|>assistant\\nNo<|im_end|>\\n', 'audio': 'Classification-Speech-Instructions-audio/emotion-00000-of-00003-0.mp3'} True \n",
      "\n",
      "prepare-Classification-Speech-Instructions.json 3 117508 {'text': \"<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|audio_eos|>\\nWhat is the emotional atmosphere in this audio?<|im_end|>\\n<|im_start|>assistant\\nThe speaker's voice carries a warm, friendly tone, suggesting they are genuinely happy. The medium intensity of their emotion is evident in the way they deliver their words, with a noticeable enthusiasm that’s both engaging and uplifting. You can almost feel their smile through the audio, making it clear that they are in a great mood.<|im_end|>\\n\", 'audio': 'Classification-Speech-Instructions-audio/emotion-00000-of-00003-0.mp3'} True \n",
      "\n",
      "prepare-CoVoST2-Instruction.json 1 1054060 {'text': '<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|audio_eos|>\\nplease transcribe to English<|im_end|>\\n<|im_start|>assistant\\nWho owns this villa.<|im_end|>\\n', 'audio': 'covost-mp3/common_voice_ar_19340854.mp3'} False \n",
      "\n",
      "prepare-CompA-R-Instructions.json 1 198648 {'text': '<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|audio_eos|>\\nAnalyze the frequency and duration of the revving sounds in the audio. Based on these characteristics, infer the type of vehicle producing these sounds.<|im_end|>\\n<|im_start|>assistant\\nThe frequent and lengthy revving sounds suggest a powerful vehicle, likely a race car or motorcycle, which fits the context of a race car event.<|im_end|>\\n', 'audio': 'compa_r_train_audios-mp3/YBaw0jIZ0STo.mp3'} True \n",
      "\n",
      "prepare-Malaysian-Speech-Description-Timestamp-Instructions.json 1 445224 {'text': '<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|audio_eos|>\\ndescribe the audio include timestamps<|im_end|>\\n<|im_start|>assistant\\nAudio ini memulakan dengan nada mengajak dan menggalakkan. Pada cap masa 0.00-1.80, penutur mengajak warga Sabah, terutamanya masyarakat Tionghoa, untuk berganding bahu menjaga keamanan dan kemakmuran di kawasan mereka. Ini menunjukkan semangat kerjasama antara etnik dan komuniti.\\n\\nPada 7.10-12.08, penutur memberikan butiran tentang program yang diadakan di Dewan Sekolah Tinggi Cina Sabah, yang dihadiri oleh kira-kira 3,000 orang. Acara ini dimeriahkan dengan pelbagai persembahan kebudayaan, menunjukkan perpaduan budaya dan sokongan komuniti.\\n\\nNada keseluruhan audio ini adalah positif dan inklusif, dengan nada mengajak dan merayakan kepelbagaian budaya. Ia mencerminkan usaha untuk memupuk hubungan baik dan keharmonian antara komuniti yang berbeza di Sabah.<|im_end|>\\n', 'audio': 'filtered-24k_processed/00432-21/00432-21_22.mp3'} True \n",
      "\n",
      "prepare-MusicBench-Instructions.json 2 151197 {'text': '<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|audio_eos|>\\ncan u describe the audio<|im_end|>\\n<|im_start|>assistant\\nThis mellow instrumental track showcases a dominant electric guitar that opens with a descending riff, followed by arpeggiated chords, hammer-ons, and a slide. The percussion section keeps it simple with rim shots and a common time count, while the bass adds a single note on the first beat of every bar. Minimalist piano chords round out the song while leaving space for the guitar to shine. There are no vocals, making it perfect for a coffee shop or some chill background music. The key is in E major, with a chord progression that centers around that key and a straightforward 4/4 time signature.<|im_end|>\\n', 'audio': 'datashare/data_aug2/-0SdAVK79lg_1.wav'} True \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prepare-Sampling-Multitask-National-Speech-Corpus-v1.json 1 142028 {'text': '<|im_start|>system\\nYou are AI assistant from Infocomm Media Development Authority (IMDA) Singapore.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|audio_eos|>\\nWhat was the reason behind Speaker1 crying during the parent-teacher meeting?<|im_end|>\\n<|im_start|>assistant\\nSpeaker1 cried because their dad scolded them for not reading up, as instructed by their teachers.<|im_end|>\\n', 'audio': 'sampling-audio/SQA-PART3-Train-audio_train-00153-of-00171-0.mp3'} True \n",
      "\n",
      "prepare-Speaker-Diarization-Instructions.json 4 98568 {'text': '<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|audio_eos|>\\ndiarize the audio using whisper format<|im_end|>\\n<|im_start|>assistant\\n<|0.00|> speaker A<|1.14|><|4.76|> speaker A<|6.66|><|7.32|> speaker B<|7.92|><|8.52|> speaker A<|11.72|><|15.44|> speaker A<|15.92|><|16.30|> speaker B<|18.88|><|20.22|> speaker C<|20.74|><|20.32|> speaker A<|20.78|><|20.42|> speaker B<|22.96|><|22.92|> speaker A<|24.34|><|23.06|> speaker C<|24.24|><|25.90|> speaker C<|27.54|><|im_end|>\\n', 'audio': 'ami-ihm/train-0-0.mp3'} True \n",
      "\n",
      "prepare-Speech-Translation-Instructions.json 2 312152 {'text': \"<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|audio_eos|>\\nTranslate the text to english.<|im_end|>\\n<|im_start|>assistant\\nThe crew uses the ship's bridge when entering the dock or maneuvering at locks and narrow waters.<|im_end|>\\n\", 'audio': 'Speech-Translation-Instructions-audio/longer-00000-of-00006-0.mp3'} False \n",
      "\n",
      "prepare-Transcription-Instructions.json 1 2535759 {'text': '<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|audio_eos|>\\ntranscribe the audio into Whisper format<|im_end|>\\n<|im_start|>assistant\\n<|startoftranscript|><|ms|><|transcribe|><|0.00|> Sangat menarik sebenarnya rumah ini kerana<|1.58|><|2.40|> di dalam rumah ini sebenarnya ini adalah<|4.44|><|4.78|> replika ataupun bukan rumah sebenar.<|7.02|><|endoftext|><|im_end|>\\n', 'audio': 'klasik_processed/RUMAH NORDIN AHMAD [iATLCGdiHVw]/RUMAH NORDIN AHMAD [iATLCGdiHVw]_22.mp3'} False \n",
      "\n",
      "prepare-Zeroshot-Audio-Classification-Instructions.json 1 764417 {'text': \"<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|audio_eos|>\\ngiven the labels\\n['people marching', 'waterfall burbling', 'playing tennis', 'people belly laughing', 'car engine starting', 'alarm clock ringing', 'female speech, woman speaking', 'cricket chirping', 'wind noise', 'foghorn', 'people battle cry', 'playing volleyball', 'female singing', 'playing harpsichord', 'male speech, man speaking', 'playing bassoon', 'playing piano', 'people clapping', 'bee, wasp, etc. buzzing', 'baby babbling', 'people whispering', 'coyote howling', 'metronome', 'playing harp', 'airplane', 'rope skipping', 'ambulance siren', 'people coughing', 'pheasant crowing', 'bird wings flapping', 'cap gun shooting', 'child singing', 'race car, auto racing', 'male singing', 'playing bass guitar', 'playing violin, fiddle', 'playing bongo', 'playing erhu', 'tap dancing', 'playing electronic organ', 'playing congas', 'subway, metro, underground', 'car passing by', 'orchestra', 'playing acoustic guitar', 'hammering nails', 'duck quacking', 'playing harmonica', 'dog growling', 'church bell ringing', 'playing table tennis', 'skateboarding', 'playing steel guitar, slide guitar', 'playing squash', 'playing bass drum', 'police radio chatter', 'horse clip-clop', 'horse neighing', 'playing double bass', 'playing cello', 'people booing', 'playing electric guitar', 'raining', 'gibbon howling', 'toilet flushing', 'missile launch', 'driving buses', 'motorboat, speedboat acceleration', 'playing didgeridoo', 'playing glockenspiel', 'skiing', 'playing oboe', 'arc welding', 'sheep bleating', 'chimpanzee pant-hooting', 'playing cornet', 'lighting firecrackers', 'bowling impact', 'cow lowing', 'planing timber', 'people finger snapping', 'pigeon, dove cooing', 'fire crackling', 'playing tabla', 'cupboard opening or closing', 'crow cawing', 'vehicle horn, car horn, honking', 'playing washboard', 'fire truck siren', 'pumping water', 'cat growling', 'beat boxing', 'playing bagpipes', 'playing trumpet', 'woodpecker pecking tree', 'playing banjo', 'people crowd', 'chicken crowing', 'rowboat, canoe, kayak rowing', 'forging swords', 'footsteps on snow', 'driving motorcycle', 'owl hooting', 'mosquito buzzing', 'air horn', 'child speech, kid speaking', 'slot machine', 'lions growling', 'playing flute', 'playing synthesizer', 'railroad car, train wagon', 'car engine knocking', 'playing accordion', 'sharpen knife', 'playing drum kit', 'playing trombone', 'train whistling', 'reversing beeps', 'singing choir', 'chainsawing trees', 'printer printing', 'chicken clucking', 'underwater bubbling', 'people nose blowing', 'ice cracking', 'playing lacrosse', 'playing timpani', 'tapping guitar', 'turkey gobbling', 'door slamming', 'playing saxophone', 'playing french horn', 'sea waves', 'playing clarinet', 'using sewing machines', 'vacuum cleaner cleaning floors', 'playing castanets', 'pig oinking', 'lawn mowing', 'basketball bounce', 'eletric blender running', 'thunder', 'dog whimpering', 'car engine idling', 'people sobbing', 'playing theremin', 'fox barking', 'playing ukulele', 'parrot talking', 'playing cymbal', 'people shuffling', 'people eating noodle', 'playing steelpan', 'people farting', 'running electric fan', 'mouse clicking', 'ice cream truck, ice cream van', 'chopping food', 'lathe spinning', 'playing tympani', 'canary calling', 'helicopter', 'playing sitar', 'people screaming', 'baby crying', 'cell phone buzzing', 'train horning', 'donkey, ass braying', 'striking pool', 'cat meowing', 'tractor digging', 'playing hammond organ', 'mouse pattering', 'people hiccup', 'air conditioning noise', 'playing snare drum', 'penguins braying', 'playing hockey', 'wood thrush calling', 'stream burbling', 'playing marimba, xylophone', 'baby laughter', 'playing tambourine', 'singing bowl', 'engine accelerating, revving, vroom', 'yodelling', 'machine gun shooting', 'electric grinder grinding', 'swimming', 'electric shaver, electric razor shaving', 'people babbling', 'police car (siren)', 'opening or closing car doors', 'fireworks banging', 'people giggling', 'playing djembe', 'baltimore oriole calling', 'sliding door', 'typing on computer keyboard', 'people running', 'hail', 'driving snowmobile', 'sailing', 'civil defense siren', 'plastic bottle crushing', 'elephant trumpeting', 'goose honking', 'eating with cutlery', 'dog bow-wow', 'cattle, bovinae cowbell', 'people eating crisps', 'skidding', 'dog barking', 'squishing water', 'roller coaster running', 'smoke detector beeping', 'ocean burbling', 'airplane flyby', 'firing cannon', 'ripping paper', 'alligators, crocodiles hissing', 'cuckoo bird calling', 'people cheering', 'people sniggering', 'playing badminton', 'frog croaking', 'people burping', 'golf driving', 'people sneezing', 'mynah bird singing', 'splashing water', 'cattle mooing', 'rapping', 'cat purring', 'magpie calling', 'strike lighter', 'people eating', 'francolin calling', 'bird squawking', 'playing vibraphone', 'playing mandolin', 'lip smacking', 'zebra braying', 'disc scratching', 'popping popcorn', 'cat caterwauling', 'ferret dooking', 'wind rustling leaves', 'elk bugling', 'barn swallow calling', 'volcano explosion', 'heart sounds, heartbeat', 'firing muskets', 'mouse squeaking', 'playing timbales', 'people slapping', 'telephone bell ringing', 'playing shofar', 'opening or closing drawers', 'chinchilla barking', 'people whistling', 'spraying water', 'playing tuning fork', 'train wheels squealing', 'bird chirping, tweeting', 'tornado roaring', 'writing on blackboard with chalk', 'extending ladders', 'scuba diving', 'typing on typewriter', 'dog howling', 'people slurping', 'snake rattling', 'wind chime', 'cheetah chirrup', 'children shouting', 'playing gong', 'people humming', 'snake hissing', 'cat hissing', 'people gargling', 'blowtorch igniting', 'playing bugle', 'dinosaurs bellowing', 'chipmunk chirping', 'playing zither', 'playing darts', 'chopping wood', 'shot football', 'sea lion barking', 'dog baying', 'sloshing water', 'black capped chickadee calling', 'lions roaring', 'playing guiro', 'striking bowling', 'bouncing on trampoline', 'eagle screaming', 'hedge trimmer running', 'bathroom ventilation fan running', 'hair dryer drying', 'cutting hair with electric trimmers', 'people eating apple', 'fly, housefly buzzing', 'bull bellowing', 'otter growling', 'opening or closing car electric windows', 'warbler chirping', 'goat bleating', 'whale calling']\\n\\nwhat is the label for the audio<|im_end|>\\n<|im_start|>assistant\\nfire truck siren<|im_end|>\\n\", 'audio': 'vggsound-mp3/HsCj9l5Barg_000006.mp3'} True \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prepare-Emilia-Mandarin-Description-Instructions.json 1 292649 {'text': '<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|audio_eos|>\\ncan you describe the audio<|im_end|>\\n<|im_start|>assistant\\nThe speaker is discussing the role of Baidu, a prominent Chinese internet company, in collecting user data through its products. The statement highlights how Baidu can directly access and utilize user information and habits through the various products it offers.\\n\\nHere’s a breakdown of the key points:\\n\\n1. **Products as Data Collection Tools**: The phrase \"依靠这些产品\" (relying on these products) suggests that Baidu\\'s products are the primary means through which the company gathers user data. These products could include search engines, maps, news apps, and other services that users interact with regularly.\\n\\n2. **Direct Access to User Information**: \"可以直接掌握用户资讯\" (can directly grasp user information) indicates that Baidu has immediate and direct access to the data generated by users when they use these products. This includes personal details, search queries, location data, and more.\\n\\n3. **Understanding User Habits**: \"获取习惯\" (acquire habits) emphasizes that Baidu not only collects raw data but also analyzes this data to understand user behaviors and preferences. This understanding allows the company to tailor its services and advertising more effectively.\\n\\nThe overall tone is matter-of-fact and informative, providing a clear explanation of how Baidu leverages its products for data collection and analysis. This information is crucial for understanding the company\\'s business model and its capabilities in the digital ecosystem.<|im_end|>\\n', 'audio': 'ZH/ZH_B00001_S08611_W000020.mp3'} False \n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "8225744"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = []\n",
    "for f, replica in files.items():\n",
    "    f_lower = f.lower()\n",
    "    if any([a in f_lower for a in include_mandarin]):\n",
    "        check_mandarin = False\n",
    "    else:\n",
    "        check_mandarin = True\n",
    "    with open(f) as fopen:\n",
    "        rows = json.load(fopen)\n",
    "    print(f, replica, len(rows), rows[0], check_mandarin, '\\n')\n",
    "    rows = [(check_mandarin, rows[i]) for i in range(len(rows))] * replica\n",
    "    data.extend(rows)\n",
    "        \n",
    "len(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5946d9a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "\n",
    "random.shuffle(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c89a0eba",
   "metadata": {},
   "outputs": [],
   "source": [
    "from datasets import Audio\n",
    "\n",
    "def collator(batch, batch_position_ids, audio):\n",
    "    input_ids = []\n",
    "    position_ids = []\n",
    "    masks = []\n",
    "    for i in range(len(batch)):\n",
    "        l = len(batch[i])\n",
    "        input_ids.extend(batch[i])\n",
    "        position_ids.extend(batch_position_ids[i])\n",
    "        masks.append(l)\n",
    "        \n",
    "    input_ids = input_ids + [pad_token_id] * (sequence_length - len(input_ids))\n",
    "    position_ids = position_ids + [32000] * (sequence_length - len(position_ids))\n",
    "    \n",
    "    return {\n",
    "        'input_ids': np.array(input_ids).astype(np.uint32),\n",
    "        'position_ids': np.array(position_ids).astype(np.uint32),\n",
    "        'attention_mask': np.array(masks).astype(np.uint32),\n",
    "        'audio': json.dumps(audio),\n",
    "        'text': '',\n",
    "    }\n",
    "\n",
    "def get_new_token(f, sample):\n",
    "    \n",
    "    if isinstance(f, str):\n",
    "        f = [f]\n",
    "    \n",
    "    audio_lengths = []\n",
    "    for f_ in f:\n",
    "        audio_ = audio_class.decode_example(audio_class.encode_example(f_))['array']\n",
    "        audio_lengths.append(min(3000, math.ceil(len(audio_) / processor.feature_extractor.hop_length)))\n",
    "\n",
    "    num_audio_tokens = sample.count(audio_token)\n",
    "    replace_str = []\n",
    "    while audio_token in sample:\n",
    "        audio_length = audio_lengths.pop(0)\n",
    "        input_length = (audio_length - 1) // 2 + 1\n",
    "        num_audio_tokens = input_length\n",
    "\n",
    "        expanded_audio_token = audio_token * num_audio_tokens\n",
    "\n",
    "        audio_token_start_idx = sample.find(audio_token)\n",
    "        audio_token_end_idx = audio_token_start_idx + len(audio_token)\n",
    "\n",
    "        has_bos = (\n",
    "            sample[audio_token_start_idx - len(audio_bos_token) : audio_token_start_idx]\n",
    "            == audio_bos_token\n",
    "        )\n",
    "        has_eos = (\n",
    "            sample[audio_token_end_idx : audio_token_end_idx + len(audio_eos_token)]\n",
    "            == audio_eos_token\n",
    "        )\n",
    "\n",
    "        if not has_bos and not has_eos:\n",
    "            expanded_audio_token = audio_bos_token + expanded_audio_token + audio_eos_token\n",
    "\n",
    "        replace_str.append(expanded_audio_token)\n",
    "        sample = sample.replace(audio_token, \"<placeholder>\", 1)\n",
    "\n",
    "    while \"<placeholder>\" in sample:\n",
    "        sample = sample.replace(\"<placeholder>\", replace_str.pop(0), 1)\n",
    "    \n",
    "    return sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ea686406",
   "metadata": {},
   "outputs": [],
   "source": [
    "!rm -rf tokenized-audio-8192\n",
    "!mkdir tokenized-audio-8192"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "aa6f4eff",
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "\n",
    "def loop(files, block_size = sequence_length):\n",
    "    rows, index = files\n",
    "    out_root = f'tokenized-audio-8192/tokenized-{index}'\n",
    "    os.system(f'rm -rf {out_root}')\n",
    "    count = 0\n",
    "    temp = []\n",
    "    position_ids = []\n",
    "    audio = []\n",
    "    with MDSWriter(out=out_root, columns=columns, compression=None, hashes=hashes) as out:\n",
    "        for row in tqdm(rows, desc=f'loop {index}'):\n",
    "            check_mandarin, row = row \n",
    "            try:\n",
    "                if not post_accept(row['text'], check_mandarin = check_mandarin):\n",
    "                    continue\n",
    "                prompt = get_new_token(row['audio'], row['text'])\n",
    "            except Exception as e:\n",
    "                print(row)\n",
    "                continue\n",
    "            outputs = tokenizer(prompt, add_special_tokens = False)\n",
    "            length = len(outputs['input_ids'])\n",
    "            if length > block_size:\n",
    "                continue\n",
    "            \n",
    "            if count + length > block_size:\n",
    "                o = collator(temp, position_ids, audio)\n",
    "                out.write(o)\n",
    "                temp = [outputs['input_ids']]\n",
    "                position_ids = [range(len(outputs['input_ids']))]\n",
    "                if isinstance(row['audio'], list):\n",
    "                    audio = row['audio']\n",
    "                else:\n",
    "                    audio = [row['audio']]\n",
    "                count = length\n",
    "            \n",
    "            else:\n",
    "                temp.append(outputs['input_ids'])\n",
    "                position_ids.append(range(len(outputs['input_ids'])))\n",
    "                if isinstance(row['audio'], list):\n",
    "                    audio.extend(row['audio'])\n",
    "                else:\n",
    "                    audio.append(row['audio'])\n",
    "                count += length\n",
    "        \n",
    "        if len(temp):\n",
    "            o = collator(temp, position_ids, audio)\n",
    "            out.write(o)\n",
    "    return [1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c2229be6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# loop((data[:1000], 0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "7531ddbd",
   "metadata": {},
   "outputs": [],
   "source": [
    "from multiprocess import Pool\n",
    "\n",
    "chunks = chunks(data, 50000)\n",
    "pool = Pool(30)\n",
    "pooled = pool.map(loop, chunks)\n",
    "pool.close()\n",
    "pool.join()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "616bc9fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "165"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "folders = glob('tokenized-audio-8192/tokenized-*')\n",
    "len(folders)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "5af5f762",
   "metadata": {},
   "outputs": [],
   "source": [
    "!rm -rf audio-packing-8k"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "57ae3879",
   "metadata": {},
   "outputs": [],
   "source": [
    "with MDSWriter(out='audio-packing-8k', columns=columns, compression=None, hashes=hashes) as out:\n",
    "    for f in folders:\n",
    "        try:\n",
    "            dataset = LocalDataset(local=f)\n",
    "            for i in tqdm(range(len(dataset))):\n",
    "                out.write(dataset[i])\n",
    "        except Exception as e:\n",
    "            print(e)\n",
    "            pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "584bb82e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch.nn.functional as F\n",
    "\n",
    "def block_diagonal_concat_inverted(*masks, dtype=torch.bfloat16):\n",
    "    total_size = sum(mask.size(0) for mask in masks)\n",
    "    combined_mask = torch.zeros(total_size, total_size, dtype=dtype)\n",
    "\n",
    "    current_pos = 0\n",
    "\n",
    "    for mask in masks:\n",
    "        size = mask.size(0)\n",
    "        combined_mask[current_pos:current_pos + size, current_pos:current_pos + size] = mask\n",
    "        current_pos += size\n",
    "\n",
    "    min_value = torch.finfo(dtype).min if dtype.is_floating_point else torch.iinfo(dtype).min\n",
    "    inverted_mask = torch.where(combined_mask == 1, torch.tensor(0, dtype=dtype), min_value)\n",
    "    return inverted_mask.unsqueeze(0)\n",
    "\n",
    "def pad_attention_mask_4d(attention_mask, max_size = sequence_length, value = 0.0):\n",
    "    maxlen_right = max_size\n",
    "    maxlen_bottom = max_size\n",
    "    attention_mask = [\n",
    "        F.pad(\n",
    "            attention_mask[i],\n",
    "            (0, maxlen_right - attention_mask[i].shape[-2], 0, maxlen_bottom - attention_mask[i].shape[-1]), value = value) for i in range(\n",
    "            len(attention_mask))]\n",
    "    return torch.stack(attention_mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "90c1f656",
   "metadata": {},
   "outputs": [],
   "source": [
    "def collator(batch):\n",
    "    batch = [b for b in batch if b is not None] \n",
    "    input_ids, attention_mask, position_ids, labels = [], [], [], []\n",
    "    input_features, feature_attention_mask = [], []\n",
    "\n",
    "    for b in batch:\n",
    "        if 'input_features' in b:\n",
    "            input_features.append(b['input_features'])\n",
    "            feature_attention_mask.append(b['feature_attention_mask'])\n",
    "        input_ids.append(b['input_ids'][None])\n",
    "        attention_mask.append(b['attention_mask'])\n",
    "        position_ids.append(b['position_ids'][None])\n",
    "        labels.append(b['labels'][None])\n",
    "\n",
    "    input_ids = {\n",
    "        'input_ids': torch.concat(input_ids, 0),\n",
    "        'attention_mask': pad_attention_mask_4d(attention_mask, sequence_length, min_dtype),\n",
    "        'position_ids': torch.concat(position_ids, 0),\n",
    "        'labels': torch.concat(labels, 0),\n",
    "    }\n",
    "    if len(input_features):\n",
    "        input_ids['input_features'] = torch.concat(input_features, 0)\n",
    "        input_ids['feature_attention_mask'] = torch.concat(feature_attention_mask, 0)\n",
    "\n",
    "    return input_ids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "482d244a",
   "metadata": {},
   "outputs": [],
   "source": [
    "class DatasetFixed(torch.utils.data.Dataset):\n",
    "    def __init__(self, local):\n",
    "        self.dataset = LocalDataset(local=local)\n",
    "        self.audio = Audio(sampling_rate=16000)\n",
    "\n",
    "    def __getitem__(self, idx):\n",
    "        data = self.dataset[idx]\n",
    "        try:\n",
    "            data.pop('text', None)\n",
    "            audio_files = data.pop('audio', '')\n",
    "            data['labels'] = data[\"input_ids\"].copy()\n",
    "            masking = data.pop('attention_mask')\n",
    "\n",
    "            data.pop('token_type_ids', None)\n",
    "            for k in data.keys():\n",
    "                data[k] = torch.tensor(data[k].astype(np.int64))\n",
    "\n",
    "            masks = []\n",
    "            for m in masking:\n",
    "                masks.append(torch.tril(torch.ones(m, m)))\n",
    "            attention_mask = block_diagonal_concat_inverted(*masks)\n",
    "            data['attention_mask'] = attention_mask\n",
    "\n",
    "            data['labels'][data['labels'] == audio_token_id] = -100\n",
    "            data['labels'][data['labels'] == pad_token_id] = -100\n",
    "\n",
    "            if len(audio_files):\n",
    "                files = json.loads(audio_files)\n",
    "                print(files)\n",
    "                audios = []\n",
    "                for f in files:\n",
    "                    audio = self.audio.decode_example(\n",
    "                    self.audio.encode_example(f))['array']\n",
    "                    audios.append(audio)\n",
    "\n",
    "                inputs_audio = processor.feature_extractor(\n",
    "                    audios, return_attention_mask=True, \n",
    "                    sampling_rate=16000,\n",
    "                    padding=\"max_length\", return_tensors = 'pt')\n",
    "\n",
    "                data['input_features'] = inputs_audio['input_features']\n",
    "                data['feature_attention_mask'] = inputs_audio['attention_mask']\n",
    "                \n",
    "            return data\n",
    "\n",
    "        except Exception as e:\n",
    "            print('Exception', e)\n",
    "            return None\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "62256666",
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = DatasetFixed('audio-packing-8k')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "eb6234ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6.706642944"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(len(dataset) * 8192) / 1e9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "3c5d4b68",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6.706642944"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(len(dataset) * 8192) / 1e9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "bef03c68",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['covost-mp3/common_voice_de_18344997.mp3', 'urbansound8k/100263-2-0-36.wav', 'Classification-Speech-Instructions-audio/gender_age-00003-of-00005-5870.mp3', 'AudioSet-Audio-Instructions-audio/500k_part1_speech-00003-of-00007-1421.mp3', 'ZH/ZH_B00001_S05750_W000146.mp3', 'Speech-Translation-Instructions-audio/longer-00005-of-00006-5751.mp3', 'stt-instructions/-15 (Sesi Pagi) ｜ 25 Jun 2024 [Saf9sBgzBgc]_51.mp3', 'stt-instructions/partition-instructions-part-0_26715.mp3', 'synthetic-speaker-diarization-dataset/train-1033-0.mp3', 'covost-mp3/common_voice_en_18985975.mp3', 'esd-emotion/Neutral_0001_000225.mp3', 'covost-mp3/common_voice_fa_19480580.mp3']\n"
     ]
    }
   ],
   "source": [
    "a = dataset[0]['input_features'].numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "f59f6491",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['covost-mp3/common_voice_de_18344997.mp3', 'urbansound8k/100263-2-0-36.wav', 'Classification-Speech-Instructions-audio/gender_age-00003-of-00005-5870.mp3', 'AudioSet-Audio-Instructions-audio/500k_part1_speech-00003-of-00007-1421.mp3', 'ZH/ZH_B00001_S05750_W000146.mp3', 'Speech-Translation-Instructions-audio/longer-00005-of-00006-5751.mp3', 'stt-instructions/-15 (Sesi Pagi) ｜ 25 Jun 2024 [Saf9sBgzBgc]_51.mp3', 'stt-instructions/partition-instructions-part-0_26715.mp3', 'synthetic-speaker-diarization-dataset/train-1033-0.mp3', 'covost-mp3/common_voice_en_18985975.mp3', 'esd-emotion/Neutral_0001_000225.mp3', 'covost-mp3/common_voice_fa_19480580.mp3']\n",
      "['ZH/ZH_B00002_S01130_W000020.mp3', 'stt-instructions/partition-instructions-part-3_7805.mp3', 'cantonese-radio-mp3-16k/Scifi20190630F_13.mp3', 'filtered-24k_processed/00225-21/00225-21_8.mp3', 'cantonese-radio-mp3-16k/rthk2_20190807_0000-0200_12.mp3', 'birdsound/scatan/XC466879.ogg']\n"
     ]
    }
   ],
   "source": [
    "batch = [dataset[0], dataset[-1]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "03292552",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[1, 1, 1,  ..., 0, 0, 0],\n",
       "        [1, 1, 1,  ..., 0, 0, 0],\n",
       "        [1, 1, 1,  ..., 0, 0, 0],\n",
       "        ...,\n",
       "        [1, 1, 1,  ..., 0, 0, 0],\n",
       "        [1, 1, 1,  ..., 0, 0, 0],\n",
       "        [1, 1, 1,  ..., 0, 0, 0]], dtype=torch.int32)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b = collator(batch)\n",
    "b['feature_attention_mask']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "924d16ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([2, 1, 8192, 8192])"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b['attention_mask'].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "14558c4f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([2, 8192])"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b['input_ids'].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "3b83b46b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|audio_eos|>\\ntranslate the narrative to English<|im_end|>\\n<|im_start|>assistant\\nShe\\'s going to the rendezvous with Justus.<|im_end|>\\n<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|audio_eos|>\\ngiven the labels\\n[\\'dog_bark\\', \\'children_playing\\', \\'car_horn\\', \\'air_conditioner\\', \\'street_music\\', \\'gun_shot\\', \\'siren\\', \\'engine_idling\\', \\'jackhammer\\', \\'drilling\\']\\n\\nwhat is the label for the audio<|im_end|>\\n<|im_start|>assistant\\nchildren_playing<|im_end|>\\n<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|audio_eos|>\\ngiven the labels\\n[\\'tr\\', \\'as\\', \\'zgh\\', \\'ur\\', \\'sl\\', \\'el\\', \\'ca\\', \\'de\\', \\'ar\\', \\'is\\', \\'ab\\', \\'tt\\', \\'pl\\', \\'en\\', \\'ro\\', \\'ug\\', \\'oc\\', \\'da\\', \\'ko\\', \\'sv-SE\\', \\'kmr\\', \\'ne-NP\\', \\'cs\\', \\'az\\', \\'skr\\', \\'ba\\', \\'pt\\', \\'dv\\', \\'ky\\', \\'pa-IN\\', \\'ia\\', \\'rw\\', \\'tk\\', \\'bg\\', \\'zh-CN\\', \\'bn\\', \\'eu\\', \\'myv\\', \\'nhi\\', \\'mdf\\', \\'eo\\', \\'sq\\', \\'tok\\', \\'ka\\', \\'tw\\', \\'et\\', \\'mrj\\', \\'nn-NO\\', \\'ti\\', \\'sw\\', \\'ps\\', \\'lg\\', \\'ml\\', \\'rm-sursilv\\', \\'th\\', \\'nan-tw\\', \\'hsb\\', \\'fi\\', \\'sat\\', \\'yue\\', \\'cnh\\', \\'cy\\', \\'uk\\', \\'fa\\', \\'it\\', \\'hy-AM\\', \\'yo\\', \\'rm-vallader\\', \\'ltg\\', \\'sr\\', \\'mt\\', \\'br\\', \\'mn\\', \\'sc\\', \\'hi\\', \\'ha\\', \\'lv\\', \\'gn\\', \\'sk\\', \\'te\\', \\'cv\\', \\'hu\\', \\'kab\\', \\'gl\\', \\'he\\', \\'lo\\', \\'ckb\\', \\'kk\\', \\'ta\\', \\'mr\\', \\'ga-IE\\', \\'ig\\', \\'lt\\', \\'ast\\', \\'vi\\', \\'or\\', \\'af\\', \\'mhr\\', \\'be\\', \\'am\\', \\'nl\\', \\'es\\', \\'ru\\', \\'fy-NL\\', \\'id\\', \\'fr\\', \\'sah\\', \\'uz\\', \\'mk\\', \\'os\\', \\'lij\\', \\'ja\\', \\'dyu\\']\\n\\nwhat is the label for the audio<|im_end|>\\n<|im_start|>assistant\\nhsb<|im_end|>\\n<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|audio_eos|>\\nWhat are the sounds in the audio?<|im_end|>\\n<|im_start|>assistant\\nThe audio clip you provided is a mix of music, cacophony, and speech. It starts with a cacophony of sounds, possibly multiple instruments or noisy elements, and includes the spoken word \\'¡Gracias!\\' which means \\'Thank you!\\' in Spanish. The music in the background adds to the overall layered and dynamic soundscape.<|im_end|>\\n<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|audio_eos|>\\ntranscribe the audio<|im_end|>\\n<|im_start|>assistant\\n如果拥有生产出来的生产资料的人被称作企业家，那么他也只能是生产者。与其他的生产者没有什么区别，也同其他人一样，出售产品的价格不能低于成本。<|im_end|>\\n<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|audio_eos|>\\nChange the spoken language to english.<|im_end|>\\n<|im_start|>assistant\\nThe European Union also calls on both sides to avoid measures that hinder the Quartet\\'s efforts to resume negotiations.<|im_end|>\\n<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|audio_eos|>\\naudio to Whisper ASR format word timestamp<|im_end|>\\n<|im_start|>assistant\\n<|startoftranscript|><|ms|><|transcribeprecise|><|0.00|> 21<|0.02|><|0.60|> Black<|0.78|><|0.88|> Rock<|1.00|><|1.14|> tu<|1.20|><|1.28|> juga<|1.40|><|1.46|> ada<|1.54|><|2.08|> agenda<|2.34|><|2.40|> yang<|2.50|><|2.56|> sama.<|2.74|><|3.20|> Ini<|3.30|><|3.40|> masalahnya.<|3.98|><|4.34|> Hukum<|4.70|><|4.82|> tu<|4.88|><|4.94|> berubah<|5.32|><|5.40|> ikut<|5.56|><|5.62|> keadaan.<|6.14|><|endoftext|><|im_end|>\\n<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n<|im_start|>user\\nAudio 1: 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the audio into Whisper format in word timestamp<|im_end|>\\n<|im_start|>assistant\\n<|startoftranscript|><|ms|><|transcribeprecise|><|0.54|> Adakah<|0.96|><|1.08|> pengamalan<|1.76|><|1.90|> silat<|2.18|><|2.26|> batin<|2.70|><|2.78|> dalam<|3.06|><|3.14|> budaya<|3.68|><|3.92|> Melayu<|4.36|><|4.66|> Malaysia<|5.24|><|5.46|> sesuai<|5.96|><|6.52|> dengan<|6.84|><|7.04|> ajaran<|7.60|><|7.84|> aqidah<|8.54|><|8.70|> Islam<|9.12|><|9.54|> atau<|9.78|><|9.90|> adakah<|10.28|><|10.42|> ia<|10.52|><|10.70|> dianggap<|11.30|><|11.72|> sebagai<|12.14|><|12.22|> syirik?<|12.74|><|endoftext|><|im_end|>\\n<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n<|im_start|>user\\nAudio 1: 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the audio using textgrid format<|im_end|>\\n<|im_start|>assistant\\nFile type = \"ooTextFile\"\\nObject class = \"TextGrid\"\\n\\nxmin = 0.00\\nxmax = 28.56\\ntiers? <exists>\\nsize = 3\\nitem []:\\n    item [1]:\\n        class = \"IntervalTier\"\\n        name = \"speaker A\"\\n        xmin = 0.00\\n        xmax = 28.56\\n        intervals: size = 3\\n        intervals [1]:\\n            xmin = 0.00\\n            xmax = 4.16\\n            text = \"speaker A\"\\n        intervals [2]:\\n            xmin = 15.42\\n            xmax = 18.52\\n            text = \"speaker A\"\\n        intervals [3]:\\n            xmin = 18.84\\n            xmax = 23.48\\n            text = \"speaker A\"\\n    item [2]:\\n        class = \"IntervalTier\"\\n        name = \"speaker B\"\\n        xmin = 0.00\\n        xmax = 28.56\\n        intervals: size = 3\\n        intervals [1]:\\n            xmin = 2.66\\n            xmax = 3.80\\n            text = \"speaker B\"\\n        intervals [2]:\\n            xmin = 3.90\\n            xmax = 9.14\\n            text = \"speaker B\"\\n        intervals [3]:\\n            xmin = 23.48\\n            xmax = 28.56\\n            text = \"speaker B\"\\n    item [3]:\\n        class = \"IntervalTier\"\\n        name = \"speaker C\"\\n        xmin = 0.00\\n        xmax = 28.56\\n        intervals: size = 2\\n        intervals [1]:\\n            xmin = 9.14\\n            xmax = 14.74\\n            text = \"speaker C\"\\n        intervals [2]:\\n            xmin = 14.98\\n            xmax = 16.00\\n            text = \"speaker C\"<|im_end|>\\n<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|audio_eos|>\\nplease transcribe to Turkish<|im_end|>\\n<|im_start|>assistant\\nKonstantinopolis’te bir manastırda acemilik zamanlarında Simeon adını aldı.<|im_end|>\\n<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|audio_eos|>\\ngiven the labels\\n[\\'Neutral\\', \\'Surprise\\', \\'Sad\\', \\'Angry\\', \\'Happy\\']\\n\\nclassify the audio<|im_end|>\\n<|im_start|>assistant\\nNeutral<|im_end|>\\n<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|AUDIO|><|audio_eos|>\\ntranslate the narrative to English<|im_end|>\\n<|im_start|>assistant\\nI like coconut.<|im_end|>\\n<|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|>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      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tokenizer.decode(b['input_ids'][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b1ceb3df",
   "metadata": {},
   "outputs": [],
   "source": [
    "b['feature_attention_mask'].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "2a3e2ca5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.02"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "30 / 1500"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "53ea8f79",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['covost-mp3/common_voice_de_18344997.mp3', 'urbansound8k/100263-2-0-36.wav', 'Classification-Speech-Instructions-audio/gender_age-00003-of-00005-5870.mp3', 'AudioSet-Audio-Instructions-audio/500k_part1_speech-00003-of-00007-1421.mp3', 'ZH/ZH_B00001_S05750_W000146.mp3', 'Speech-Translation-Instructions-audio/longer-00005-of-00006-5751.mp3', 'stt-instructions/-15 (Sesi Pagi) ｜ 25 Jun 2024 [Saf9sBgzBgc]_51.mp3', 'stt-instructions/partition-instructions-part-0_26715.mp3', 'synthetic-speaker-diarization-dataset/train-1033-0.mp3', 'covost-mp3/common_voice_en_18985975.mp3', 'esd-emotion/Neutral_0001_000225.mp3', 'covost-mp3/common_voice_fa_19480580.mp3']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "tensor([151644,   8948,    198,  ..., 151643, 151643, 151643])"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset[0]['input_ids']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "000f572f",
   "metadata": {},
   "outputs": [],
   "source": [
    "po = dataset = LocalDataset(local='audio-packing-8k')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "fe2c247f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "151665"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "audio_token_id"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "be86706e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "111.14"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(po[0]['input_ids'] == audio_token_id).sum() * 0.02"
   ]
  }
 ],
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   "file_extension": ".py",
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